Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_step.py
ClassName: TestStepMethods
Testname: test_step_categorical
Params: draws,592,27,ParamType.ITER,8000
tune,592,38,ParamType.ITER,0
chains,592,85,ParamType.CHAINS,1
Assertion: assert (np.abs(s[i]-value[i]) < bound[i])
Original runtime: 9.225999999999999
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'draws': 8000, 'tune': 0, 'chains': 1}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_8000_0_1
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 9.554333333333336, Max: 10.120000000000001, Min: 9.379999999999999
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 9.554333333333336, Max: 10.120000000000001, Min: 9.379999999999999
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.7333369499485123e-33) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 9.554333333333336
Score: 9.554333333333336
Best-score: 9.554333333333336
Best-param: {'draws': 8000, 'tune': 0, 'chains': 1}
>>Setting original runtime to 9.554333333333336
Optimization Iteration: 1
Running with params: {'chains': 4, 'draws': 1300, 'tune': 660}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_1300_660
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 28...
Iter 29...
Iter 27...
Timings: Avg: 12.419, Max: 13.18, Min: 12.13
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 12.419, Max: 13.18, Min: 12.13
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 12.419
Score: 12.419
Best-score: 9.554333333333336
Best-param: {'draws': 8000, 'tune': 0, 'chains': 1}
Optimization Iteration: 2
Running with params: {'chains': 2, 'draws': 1400, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_1400_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 7.754999999999998, Max: 7.85, Min: 7.54
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 7.754999999999998, Max: 7.85, Min: 7.54
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.7333369499485123e-33) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 7.754999999999998
Score: 7.754999999999998
Best-score: 7.754999999999998
Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}
Optimization Iteration: 3
Running with params: {'chains': 4, 'draws': 5900, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_5900_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 31.539666666666665, Max: 39.53, Min: 25.85
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 31.539666666666665, Max: 39.53, Min: 25.85
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.539666666666665
Score: 31.539666666666665
Best-score: 7.754999999999998
Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}
Optimization Iteration: 4
Running with params: {'chains': 5, 'draws': 4100, 'tune': 2810}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_5_4100_2810
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 44.29399999999999, Max: 57.75, Min: 36.14
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 44.29399999999999, Max: 57.75, Min: 36.14
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 44.29399999999999
Score: 44.29399999999999
Best-score: 7.754999999999998
Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}
Optimization Iteration: 5
Running with params: {'chains': 2, 'draws': 100, 'tune': 6910}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_100_6910
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 23...
Iter 22...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 9.601333333333335, Max: 10.100000000000001, Min: 9.38
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.754999999999998
Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}
Optimization Iteration: 6
Running with params: {'chains': None, 'draws': 300, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_300_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 5.9593333333333325, Max: 6.04, Min: 5.880000000000001
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.754999999999998
Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}
Optimization Iteration: 7
Running with params: {'chains': 3, 'draws': 1200, 'tune': 1790}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_3_1200_1790
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 22...
Iter 21...
Iter 23...
Iter 25...
Iter 24...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 14.221666666666666, Max: 16.91, Min: 13.19
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 14.221666666666666, Max: 16.91, Min: 13.19
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 14.221666666666666
Score: 14.221666666666666
Best-score: 7.754999999999998
Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}
Optimization Iteration: 8
Running with params: {'chains': 4, 'draws': 3000, 'tune': 10}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_3000_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 17.537333333333333, Max: 21.75, Min: 15.8
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 17.537333333333333, Max: 21.75, Min: 15.8
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 17.537333333333333
Score: 17.537333333333333
Best-score: 7.754999999999998
Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}
Optimization Iteration: 9
Running with params: {'chains': 5, 'draws': 100, 'tune': 30}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_5_100_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 29...
Iter 27...
Iter 28...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 5.863333333333333, Max: 5.960000000000001, Min: 5.73
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.754999999999998
Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}
Optimization Iteration: 10
Running with params: {'chains': 1, 'draws': 3100, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_3100_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 7.152333333333333, Max: 7.34, Min: 6.97
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 7.152333333333333, Max: 7.34, Min: 6.97
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 7.152333333333333
Score: 7.152333333333333
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 11
Running with params: {'chains': 3, 'draws': 5200, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_3_5200_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 21.273666666666664, Max: 26.66, Min: 18.97
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 21.273666666666664, Max: 26.66, Min: 18.97
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 21.273666666666664
Score: 21.273666666666664
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 12
Running with params: {'chains': None, 'draws': 900, 'tune': 70}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_900_70
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 26...
Iter 28...
Iter 29...
Timings: Avg: 9.289333333333333, Max: 9.48, Min: 9.129999999999999
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 13
Running with params: {'chains': None, 'draws': 900, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_900_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 8.919333333333332, Max: 9.01, Min: 8.81
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 8.919333333333332, Max: 9.01, Min: 8.81
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.7333369499485123e-33) too small, using delta distribution
Variance (1.7333369499485123e-33) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 8.919333333333332
Score: 8.919333333333332
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 14
Running with params: {'chains': 2, 'draws': 300, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_300_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 5.928, Max: 6.039999999999999, Min: 5.8100000000000005
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 15
Running with params: {'chains': 6, 'draws': 200, 'tune': 90}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_6_200_90
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 6.458, Max: 6.53, Min: 6.31
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 16
Running with params: {'chains': None, 'draws': 100, 'tune': 180}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_100_180
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 6.2540000000000004, Max: 6.34, Min: 6.109999999999999
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 17
Running with params: {'chains': 5, 'draws': 800, 'tune': 2730}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_5_800_2730
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 26...
Iter 28...
Iter 29...
Timings: Avg: 24.472, Max: 30.72, Min: 21.13
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 24.472, Max: 30.72, Min: 21.13
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 24.472
Score: 24.472
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 18
Running with params: {'chains': 6, 'draws': 100, 'tune': 7480}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_6_100_7480
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 20.957999999999995, Max: 28.159999999999997, Min: 19.419999999999998
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 19
Running with params: {'chains': 4, 'draws': 100, 'tune': 10}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_100_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 6.126333333333335, Max: 6.21, Min: 6.010000000000001
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 20
Running with params: {'chains': 1, 'draws': 200, 'tune': 200}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_200_200
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 25...
Iter 24...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 6.041666666666668, Max: 6.11, Min: 5.87
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 21
Running with params: {'chains': 1, 'draws': 2000, 'tune': 10}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_2000_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 6.339999999999999, Max: 6.41, Min: 6.25
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 22
Running with params: {'chains': 2, 'draws': 9800, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_9800_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 19...
Iter 18...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 29...
Iter 28...
Iter 27...
Timings: Avg: 26.912999999999997, Max: 32.56, Min: 22.82
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 26.912999999999997, Max: 32.56, Min: 22.82
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 26.912999999999997
Score: 26.912999999999997
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 23
Running with params: {'chains': 1, 'draws': 2000, 'tune': 10}
Optimization Iteration: 24
Running with params: {'chains': 2, 'draws': 600, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_600_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 6.535666666666667, Max: 6.66, Min: 6.449999999999999
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 25
Running with params: {'chains': 1, 'draws': 7800, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_7800_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 10.32333333333333, Max: 10.549999999999999, Min: 10.149999999999999
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 10.32333333333333, Max: 10.549999999999999, Min: 10.149999999999999
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 10.32333333333333
Score: 10.32333333333333
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 26
Running with params: {'chains': 1, 'draws': 2900, 'tune': 30}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_2900_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 6.469666666666666, Max: 6.6, Min: 6.3
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 27
Running with params: {'chains': 2, 'draws': 1700, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_1700_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 26...
Iter 28...
Iter 29...
Timings: Avg: 9.110666666666667, Max: 9.21, Min: 8.87
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 9.110666666666667, Max: 9.21, Min: 8.87
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 9.110666666666667
Score: 9.110666666666667
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Upto iteration 50: {'chains': 0, 'draws': 3100.0, 'tune': 0.0}
Optimization Iteration: 28
Running with params: {'chains': 1, 'draws': 600, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_600_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 6.2843333333333335, Max: 6.390000000000001, Min: 6.15
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 29
Running with params: {'chains': 2, 'draws': 3300, 'tune': 20}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_3300_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 17...
Iter 16...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 26...
Iter 28...
Iter 29...
Timings: Avg: 12.219666666666663, Max: 13.030000000000001, Min: 11.79
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 12.219666666666663, Max: 13.030000000000001, Min: 11.79
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 12.219666666666663
Score: 12.219666666666663
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 30
Running with params: {'chains': 6, 'draws': 1400, 'tune': 660}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_6_1400_660
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 11...
Iter 10...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 18.872000000000003, Max: 23.650000000000002, Min: 17.63
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.872000000000003, Max: 23.650000000000002, Min: 17.63
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 18.872000000000003
Score: 18.872000000000003
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 31
Running with params: {'chains': 3, 'draws': 6500, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_3_6500_0
Launching 30 jobs, 30 in parallel
Iter 1...
Iter 0...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 26.047999999999995, Max: 32.9, Min: 23.41
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 26.047999999999995, Max: 32.9, Min: 23.41
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 26.047999999999995
Score: 26.047999999999995
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 32
Running with params: {'chains': 4, 'draws': 4600, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_4600_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 25.858666666666668, Max: 32.550000000000004, Min: 22.75
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.858666666666668, Max: 32.550000000000004, Min: 22.75
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 25.858666666666668
Score: 25.858666666666668
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 33
Running with params: {'chains': 2, 'draws': 2200, 'tune': 10}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_2200_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 10.206666666666665, Max: 10.69, Min: 9.91
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 10.206666666666665, Max: 10.69, Min: 9.91
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 10.206666666666665
Score: 10.206666666666665
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 34
Running with params: {'chains': 5, 'draws': 600, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_5_600_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 28...
Iter 29...
Iter 27...
Timings: Avg: 9.382, Max: 9.510000000000002, Min: 9.17
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 35
Running with params: {'chains': 1, 'draws': 3800, 'tune': 760}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_3800_760
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 8.846333333333332, Max: 8.97, Min: 8.65
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 8.846333333333332, Max: 8.97, Min: 8.65
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 8.846333333333332
Score: 8.846333333333332
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 36
Running with params: {'chains': 2, 'draws': 1200, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_1200_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 8.577, Max: 8.69, Min: 8.46
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 8.577, Max: 8.69, Min: 8.46
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 8.577
Score: 8.577
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 37
Running with params: {'chains': 4, 'draws': 2500, 'tune': 20}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_2500_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 16.428333333333335, Max: 18.94, Min: 15.18
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 16.428333333333335, Max: 18.94, Min: 15.18
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 16.428333333333335
Score: 16.428333333333335
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 38
Running with params: {'chains': 3, 'draws': 400, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_3_400_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 7.049999999999999, Max: 7.15, Min: 6.83
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 39
Running with params: {'chains': 5, 'draws': 1500, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_5_1500_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 13.922333333333334, Max: 15.81, Min: 13.26
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 13.922333333333334, Max: 15.81, Min: 13.26
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.7333369499485123e-33) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 13.922333333333334
Score: 13.922333333333334
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 40
Running with params: {'chains': 6, 'draws': 6400, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_6_6400_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 51.050333333333334, Max: 64.16, Min: 41.03
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 51.050333333333334, Max: 64.16, Min: 41.03
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 51.050333333333334
Score: 51.050333333333334
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 41
Running with params: {'chains': None, 'draws': 9000, 'tune': 50}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_9000_50
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 45.92066666666666, Max: 58.57, Min: 39.02
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 45.92066666666666, Max: 58.57, Min: 39.02
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 45.92066666666666
Score: 45.92066666666666
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 42
Running with params: {'chains': 1, 'draws': 1100, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_1100_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 6.888333333333333, Max: 6.970000000000001, Min: 6.73
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 43
Running with params: {'chains': 3, 'draws': 4100, 'tune': 10}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_3_4100_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 26...
Iter 25...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 19.214333333333332, Max: 22.48, Min: 17.41
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 19.214333333333332, Max: 22.48, Min: 17.41
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 19.214333333333332
Score: 19.214333333333332
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 44
Running with params: {'chains': 2, 'draws': 400, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_400_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 7.070666666666668, Max: 7.17, Min: 6.8500000000000005
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 45
Running with params: {'chains': None, 'draws': 4900, 'tune': 5070}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_4900_5070
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 20...
Iter 19...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 55.02599999999999, Max: 67.76, Min: 42.01
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 55.02599999999999, Max: 67.76, Min: 42.01
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 55.02599999999999
Score: 55.02599999999999
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 46
Running with params: {'chains': 5, 'draws': 700, 'tune': 1360}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_5_700_1360
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 28...
Iter 27...
Iter 29...
Timings: Avg: 17.27433333333333, Max: 20.41, Min: 15.919999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 17.27433333333333, Max: 20.41, Min: 15.919999999999998
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 17.27433333333333
Score: 17.27433333333333
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 47
Running with params: {'chains': 4, 'draws': 2600, 'tune': 170}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_2600_170
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 28...
Iter 27...
Iter 29...
Timings: Avg: 18.178333333333335, Max: 21.39, Min: 16.78
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.178333333333335, Max: 21.39, Min: 16.78
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 18.178333333333335
Score: 18.178333333333335
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 48
Running with params: {'chains': 2, 'draws': 1700, 'tune': 20}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_1700_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 25...
Iter 24...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 9.896999999999998, Max: 10.100000000000001, Min: 9.69
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 9.896999999999998, Max: 10.100000000000001, Min: 9.69
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 9.896999999999998
Score: 9.896999999999998
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 49
Running with params: {'chains': 6, 'draws': 1000, 'tune': 120}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_6_1000_120
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 26...
Iter 29...
Iter 28...
Timings: Avg: 13.487666666666666, Max: 14.68, Min: 13.03
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 13.487666666666666, Max: 14.68, Min: 13.03
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.7333369499485123e-33) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 13.487666666666666
Score: 13.487666666666666
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 50
Running with params: {'chains': 1, 'draws': 200, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_200_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 6.935, Max: 7.0, Min: 6.8100000000000005
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 51
Running with params: {'chains': 3, 'draws': 3400, 'tune': 420}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_3_3400_420
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 18.645000000000003, Max: 22.23, Min: 16.810000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.645000000000003, Max: 22.23, Min: 16.810000000000002
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 18.645000000000003
Score: 18.645000000000003
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 52
Running with params: {'chains': None, 'draws': 400, 'tune': 10}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_400_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 22...
Iter 21...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 7.829, Max: 7.91, Min: 7.5600000000000005
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Optimization Iteration: 53
Running with params: {'chains': 1, 'draws': 800, 'tune': 0}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_800_0
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 17...
Iter 16...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 7.1656666666666675, Max: 7.33, Min: 7.029999999999999
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.152333333333333
Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}
Upto iteration 100: {'chains': 0, 'draws': 3100.0, 'tune': 0.0}
Breaking...
{'chains': 0, 'draws': 3100.0, 'tune': 0.0}
Best score: 7.152333333333333
Repeated params: 1
Trials: 54
Best param {'chains': 0, 'draws': 3100.0, 'tune': 0.0}
Reduction: 25.140424938073497%
Speedup: 1.3358344596169087x
Optimizer time: 12405.437228679657
